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Kolmogorov-Arnold Networks

Papers presenting models which utilize Kolmogorov-Arnold networks as their underlying architecture.

Papers

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Showing 201–250 of 255 papers

TitleStatusHype
Kolmogorov-Arnold Networks in Low-Data Regimes: A Comparative Study with Multilayer Perceptrons—0
Kolmogorov-Arnold Networks (KANs) for Time Series Analysis—0
Kolmogorov-Arnold Neural Networks for High-Entropy Alloys Design—0
Kolmogorov-Arnold Recurrent Network for Short Term Load Forecasting Across Diverse Consumers—0
KonvLiNA: Integrating Kolmogorov-Arnold Network with Linear Nyström Attention for feature fusion in Crop Field Detection—0
Local Control Networks (LCNs): Optimizing Flexibility in Neural Network Data Pattern Capture—0
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks—0
Enhancing Long-Range Dependency with State Space Model and Kolmogorov-Arnold Networks for Aspect-Based Sentiment Analysis—0
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification—0
MixerFlow: MLP-Mixer meets Normalising Flows—0
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
Novel Extraction of Discriminative Fine-Grained Feature to Improve Retinal Vessel SegmentationCode0
Evaluating Federated Kolmogorov-Arnold Networks on Non-IID DataCode0
A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical ImagingCode0
A Gated Residual Kolmogorov-Arnold Networks for Mixtures of ExpertsCode0
KANICE: Kolmogorov-Arnold Networks with Interactive Convolutional ElementsCode0
Enhancing Low-Light Images with Kolmogorov–Arnold Networks in Transformer AttentionCode0
KAC: Kolmogorov-Arnold Classifier for Continual LearningCode0
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output CodesCode0
Kolmogorov-Arnold Network AutoencodersCode0
Function Fitting Based on Kolmogorov-Arnold Theorem and Kernel FunctionsCode0
Efficiency Bottlenecks of Convolutional Kolmogorov-Arnold Networks: A Comprehensive Scrutiny with ImageNet, AlexNet, LeNet and Tabular ClassificationCode0
DeepOHeat-v1: Efficient Operator Learning for Fast and Trustworthy Thermal Simulation and Optimization in 3D-IC DesignCode0
F-KANs: Federated Kolmogorov-Arnold NetworksCode0
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image SegmentationCode0
UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTMCode0
seqKAN: Sequence processing with Kolmogorov-Arnold NetworksCode0
CVKAN: Complex-Valued Kolmogorov-Arnold NetworksCode0
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometriesCode0
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust AnalysisCode0
Sinc Kolmogorov-Arnold Network and Its Applications on Physics-informed Neural NetworksCode0
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series ClassificationCode0
CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data AnalysisCode0
PPLNs: Parametric Piecewise Linear Networks for Event-Based Temporal Modeling and BeyondCode0
LArctan-SKAN: Simple and Efficient Single-Parameterized Kolmogorov-Arnold Networks using Learnable Trigonometric FunctionCode0
Finite basis Kolmogorov-Arnold networks: domain decomposition for data-driven and physics-informed problemsCode0
Learnable Activation Functions in Physics-Informed Neural Networks for Solving Partial Differential EquationsCode0
Extending Cox Proportional Hazards Model with Symbolic Non-Linear Log-Risk Functions for Survival AnalysisCode0
Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware ImplementationCode0
Prediction via Shapley Value RegressionCode0
TrafficKAN-GCN: Graph Convolutional-based Kolmogorov-Arnold Network for Traffic Flow OptimizationCode0
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized FunctionCode0
PRKAN: Parameter-Reduced Kolmogorov-Arnold NetworksCode0
MatrixKAN: Parallelized Kolmogorov-Arnold NetworkCode0
Sparks of Quantum Advantage and Rapid Retraining in Machine LearningCode0
X-KAN: Optimizing Local Kolmogorov-Arnold Networks via Evolutionary Rule-Based Machine LearningCode0
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation LearningCode0
MLP-KAN: Unifying Deep Representation and Function LearningCode0
MLPs and KANs for data-driven learning in physical problems: A performance comparisonCode0
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning ModelsCode0
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